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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "You have crossed our border …" 68 comments · Page 2 of 3
bro broadcasted himself illegally crossing the border
bro broadcasted himself illegally crossing the border
Identity Attack0.04048799
Insult0.030044744
Profanity0.025634222
Threat0.0104988385
Severe Toxicity0.0035476685
Low Tox 0.1373533 Low Con 0.258 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
refugees or someone who comes into this country due to a disaster and they have nowhere to live what she's talking about is somebody requesting a visa. I've been through this system not me but …
refugees or someone who comes into this country due to a disaster and they have nowhere to live what she's talking about is somebody requesting a visa. I've been through this system not me but I've looked it all up and yes if somebody wants to come here to America on a visa somebody hast to be willing to take care of them. But when somebody crosses the border that has no one here We pay for them. When Cuba had that hurricane all those people came here because they had nowhere to live they are citizens but yeah that's what you would call a refugee
Identity Attack0.08087392
Insult0.047349896
Profanity0.043165036
Threat0.008298059
Severe Toxicity0.0039482117
Low Tox 0.13388206 Constructive 0.806
Feb 15, 2020 How much do refugees and …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality …
The only reason you can use the term Immigrant is because the govt issued visas. But that being said the govt fast tracked the usual immigrant process which takes months to years. So in actuality this is not legitimate immigrants. It's unlawful what the govt has done and therefore these people are immigrants under cover of law. Or color of law. It's defacto. I call them illegal migrants. Most are not doctors or engineers or trades people even. Most are young men from 19 to their 30's. According to Investigative Journalist Joshua Philipp of the Epoch Times, Through visiting Darian gap, he found UN tents helping illegal migrants to get to the US. But they had to pass through cartel territory. They had to pay the cartels a fee or die or be raped or both. Yes it's brutal some things but apparently before Obama left office he signed an international agreement to import people globally from mostly Islamic countries and create open borders. We see Chinese, and many people from different parts of South America and even Africa crossing to the US. A lot of whom end up in Canada. So before they cross into the US they toss their IDs Especially if they are from countries that are flagged by the US as questionable or terrorist possibilities. So this leads to a lot coming to Canada. I'm sure you heard of Roxham Rd crossing? It's officially closed but people still cross into Canada from the US going through there. There's also piles of IDs at that border crossing also. Anyways these open border policies has cut out in depth screening so we really don't know who is in Canada as true asylum seekers or immigrants. To add to this complexity, over 300,000 Canadian travel documents have been stolen from CBSA Canadian Border Services Agency. 280,000 of those were blank Canadian passports. SO we really don't know who's walking on Canadian soil. This was confirmed by Luc Sabourin a former CBSA agent. He got forced out because he was asking the right questions and giving the right evidence. Here's the interview with Joshua and the interview with Luc. Have a watch n listen. https://www.youtube.com/watch?v=obgZ-Oh6Es0&t=4s https://www.youtube.com/watch?v=QdIjTSAzUXE&t=91s JamCan I'm with you 100% you are right on the money ! Great work.
Identity Attack0.09162762
Insult0.05027775
Profanity0.023516348
Threat0.0077284453
Severe Toxicity0.0034332275
Low Tox 0.123468354 Constructive 0.797
Aug 26, 2025 Why Canadians Are Turning Against …
All you need to do is cross over to the states throw your id away at the border and make up a new name when you get in apparently that’s what all the migrants are …
All you need to do is cross over to the states throw your id away at the border and make up a new name when you get in apparently that’s what all the migrants are doing that are crossing at the border
Identity Attack0.10221587
Insult0.02618698
Profanity0.015454767
Threat0.008945347
Severe Toxicity0.0035095215
Low Tox 0.12260055 Low Con 0.236 Unverified_Claim
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
Identity Attack0.10221587
Insult0.026831545
Profanity0.014293353
Threat0.006641001
Severe Toxicity0.0028800964
Low Tox 0.11161 Constructive 0.54 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's …
Next, I think Tyler should document himself getting smuggled across the southern US/Mexico border and actually go all the way with it. Bonus if he starts even further south and crosses more borders especially Mexico's southern border
Identity Attack0.0543092
Insult0.023093075
Profanity0.016001316
Threat0.010576514
Severe Toxicity0.0024604797
Low Tox 0.09958932 Moderate Con 0.436 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
you should get the documents to legally cross the border but don’t show the smugglers and actually go through with it and if you get stopped you’d be legal
Identity Attack0.020078164
Insult0.023608726
Profanity0.017504321
Threat0.010395273
Severe Toxicity0.0022888184
Low Tox 0.09394901 Low Con 0.248 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious …
I’m from Vermont, I was floored when you mentioned crossing into here. Just know that some locals held illegals at gun point last year until border agents showed up 🙂 people take that pretty serious here.
Identity Attack0.034042787
Insult0.024511116
Profanity0.013610168
Threat0.008556974
Severe Toxicity0.0019359589
Low Tox 0.079250954 Constructive 0.674 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Dont worry, during Biden administration mostly of them crossed the canada border and came here. My town for example is a disaster because they dont understand what stop sign or red light means.
Identity Attack0.013144426
Insult0.02982438
Profanity0.011594773
Threat0.0072235605
Severe Toxicity0.0014781952
Low Tox 0.07450261 Moderate Con 0.385 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems …
I do not blame the immigrants, most immigrants didn’t come crossing the border illegally the government brought them and there’s no integration system whatsoever so again Canadians voted for the same government- so it seems like Canadians are happy with this.
Identity Attack0.051353373
Insult0.019547975
Profanity0.010501678
Threat0.006162008
Severe Toxicity0.0014972687
Low Tox 0.06817148 Constructive 0.55
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The border crossing is absolute cinema 🤣
The border crossing is absolute cinema 🤣
Identity Attack0.007288578
Insult0.022190686
Profanity0.024062896
Threat0.0071588317
Severe Toxicity0.002746582
Low Tox 0.06104896 Low Con 0.277
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his …
OMG that lady's story scares me. My father had Cancer. They told him 9 months. He had to cross the border and pay out of pocket. We didn't want to take a chance with his life🙏
Identity Attack0.007473567
Insult0.017227544
Profanity0.024267852
Threat0.008556974
Severe Toxicity0.0023460388
Low Tox 0.06065326 Constructive 0.71 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Identity Attack0.049761772
Insult0.017420914
Profanity0.019622196
Threat0.0071199946
Severe Toxicity0.002298355
Low Tox 0.059974585 Constructive 0.721
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol …
I stopped calling the OPP about abandoned boats, trailers, and 20 foot boats full to the brim with over 20 people crossing the St Lawrence, now when I see it I call US border patrol and they actually respond with an actual gun boat.
Identity Attack0.004994711
Insult0.014504919
Profanity0.012312118
Threat0.030969119
Severe Toxicity0.002746582
Low Tox 0.054037213 Constructive 0.577 Personal_Narrative
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
They're not missing. Majority of them crossed the border into the USA illegally.
They're not missing. Majority of them crossed the border into the USA illegally.
Identity Attack0.028628819
Insult0.017227544
Profanity0.011628932
Threat0.0067834044
Severe Toxicity0.0012397766
Low Tox 0.054037213 Low Con 0.243 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
50 000 dollars to set up household..they just cross illegally Canadian border, and already crossed 70 000 of them that is. 3 750 000 000...4 billion..who pays for that.?????????
50 000 dollars to set up household..they just cross illegally Canadian border, and already crossed 70 000 of them that is. 3 750 000 000...4 billion..who pays for that.?????????
Identity Attack0.021786476
Insult0.017485369
Profanity0.0108774295
Threat0.0067834044
Severe Toxicity0.0016880035
Low Tox 0.04834723 Moderate Con 0.374
Mar 25, 2019 1 likes How much do refugees and …
Bro just crossed the border from Delhi to USA 😂😂😂
Bro just crossed the border from Delhi to USA 😂😂😂
Identity Attack0.019274252
Insult0.018838953
Profanity0.019895468
Threat0.009023022
Severe Toxicity0.0025177002
Low Tox 0.038519915 Low Con 0.282 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Andrew Callahan got arrested for crossing the Canada U.S. border.
Andrew Callahan got arrested for crossing the Canada U.S. border.
Identity Attack0.009360458
Insult0.011920903
Profanity0.010774951
Threat0.010291707
Severe Toxicity0.0011301041
Low Tox 0.033806015 Low Con 0.255 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They're either working under the table, or already crossed the border to the US.
They're either working under the table, or already crossed the border to the US.
Identity Attack0.008953481
Insult0.014884921
Profanity0.011116544
Threat0.006874025
Severe Toxicity0.0009775162
Low Tox 0.03357032 Low Con 0.219
Sep 29, 2025 IRCC Names India in Study …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans …
Everyone should have access to legal aid. That's a given. There's no way to justify any of the other payments while Canadians are living below the poverty line and can't qualify for welfare. Our Veterans are waiting over a year for every application they make for services. Somebody has their priorities mixed up. And why aren't we prosecuting people who cross the border illegally? If I did it, I would be charged.
Identity Attack0.01139534
Insult0.013592913
Profanity0.010074687
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.030859824 Constructive 0.668
Oct 12, 2018 15 likes How much do refugees and …
What is that 6000$ is for? Driving you down that little road to cross the border alone?
What is that 6000$ is for? Driving you down that little road to cross the border alone?
Identity Attack0.0028118372
Insult0.0103248935
Profanity0.0113385795
Threat0.009955117
Severe Toxicity0.0013065338
Low Tox 0.030034892 Low Con 0.286 Question
Feb 26, 2026 Inside Canada's Indian Invasion...
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Let's just say.. When I was younger I was questioned about things being smuggled over the border from Canada by snowmobiles... It isn't hard to cross that border
Identity Attack0.008509507
Insult0.011920903
Profanity0.011167783
Threat0.007301235
Severe Toxicity0.0011014938
Low Tox 0.027442247 Constructive 0.531 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I was told they are taking Taxis to cross the border...
I was told they are taking Taxis to cross the border...
Identity Attack0.008398513
Insult0.010932897
Profanity0.010552917
Threat0.0074954215
Severe Toxicity0.0010871887
Low Tox 0.026970858 Moderate Con 0.434 Unverified_Claim
Nov 13, 2025 IRCC Names India in Study …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses our border especially when their first step on western land was the US.
Identity Attack0.006992595
Insult0.010248893
Profanity0.010484599
Threat0.0068869707
Severe Toxicity0.0007867813
Low Tox 0.022139108 Moderate Con 0.449 Policy_Critique
Dec 29, 2025 1 likes Deportations From Canada at Their …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.